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On PASCAL VOC 2007 test, baseline ResNet-101 improves overall mAP and most printed class APs over baseline VGG-16. The ResNet-101 baseline+++ system trained with COCO plus VOC data and using box refinement, context, and multi-scale testing reaches 85.6% mAP; the paper prints all 20 category APs. · CiteArk